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This study utilizes the GPT-4 language model to enhance log summary generation and content-based question-answering sessions, offering administrators and non-experts a more accessible and efficient way to retrieve information. LogAI is employed as a log parsing tool, which, after preprocessing and anomaly detection, generates summarized texts that feed into the GPT model. By leveraging carefully crafted prompts, the GPT-4 model can deliver precise summaries, visual explanations of logs, and responsive answers to user queries based on the log content.

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A GPT-Based Chatbot for Security Log Parsing

  • 会议论文

  • 发表日期：

    2025年

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  • Xian-Fu Zhou,
  • Chun-Chih Lo,
  • Chin-Shiuh Shieh,
  • Yuh-Ming Cheng,
  • Mong-Fong Horng

摘要

This study utilizes the GPT-4 language model to enhance log summary generation and content-based question-answering sessions, offering administrators and non-experts a more accessible and efficient way to retrieve information. LogAI is employed as a log parsing tool, which, after preprocessing and anomaly detection, generates summarized texts that feed into the GPT model. By leveraging carefully crafted prompts, the GPT-4 model can deliver precise summaries, visual explanations of logs, and responsive answers to user queries based on the log content.